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Long-term properties of coronal off-limb structures
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Solar Flare Prediction Using Long Short-term Memory (LSTM) and Decomposition-LSTM with Sliding Window Pattern Recognition
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Research Progress in Solar Flare Prediction Methods
Ke Han, Zhen Liu, Xian-Yi Zhao, Yi-Fei Li, De-Quan Zheng and Jie Wan Research in Astronomy and Astrophysics 25(3) 035025 (2025) https://doi.org/10.1088/1674-4527/adbd9f
Short-term solar eruptive activity prediction models based on machine learning approaches: A review
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The influence of magnetic field parameters and time step on deep learning models of solar flare prediction
Jinfang Wei, Yanfang Zheng, Xuebao Li, Changtian Xiang, Pengchao Yan, Xusheng Huang, Liang Dong, Hengrui Lou, Shuainan Yan, Hongwei Ye, Xuefeng Li, Shunhuang Zhang, Yexin Pan and Huiwen Wu Astrophysics and Space Science 369(5) (2024) https://doi.org/10.1007/s10509-024-04314-6
A novel solar flare forecast model with deep convolution neural network and one-against-rest approach
Shunhuang Zhang, Yanfang Zheng, Xuebao Li, Hongwei Ye, Liang Dong, Xusheng Huang, Pengchao Yan, Xuefeng Li, Jinfang Wei, Changtian Xiang, Xiaotian Wang and Yexin Pan Advances in Space Research 74(7) 3467 (2024) https://doi.org/10.1016/j.asr.2024.06.035
Knowledge‐Informed Deep Neural Networks for Solar Flare Forecasting
Ming Li, Yanmei Cui, Bingxian Luo, Xianzhi Ao, Siqing Liu, Jingjing Wang, Shuxin Li, Chenxi Du, Xiaojing Sun and Xin Wang Space Weather 20(8) (2022) https://doi.org/10.1029/2021SW002985
Solar Flare Index Prediction Using SDO/HMI Vector Magnetic Data Products with Statistical and Machine-learning Methods
Hewei Zhang, Qin Li, Yanxing Yang, Ju Jing, Jason T. L. Wang, Haimin Wang and Zuofeng Shang The Astrophysical Journal Supplement Series 263(2) 28 (2022) https://doi.org/10.3847/1538-4365/ac9b17
Two-Stage Solar Flare Forecasting Based on Convolutional Neural Networks
Jun Chen, Weifu Li, Shuxin Li, Hong Chen, Xuebin Zhao, Jiangtao Peng, Yanhong Chen and Hao Deng Space: Science & Technology 2022 (2022) https://doi.org/10.34133/2022/9761567
Low-dimensional Convolutional Neural Network for Solar Flares GOES Time-series Classification
Hybrid deep convolutional neural network with one-versus-one approach for solar flare prediction
Yanfang Zheng, Xuebao Li, Yingzhen Si, Weishu Qin and Huifeng Tian Monthly Notices of the Royal Astronomical Society 507(3) 3519 (2021) https://doi.org/10.1093/mnras/stab2132
Predicting Solar Flares Using a Novel Deep Convolutional Neural Network
Application of the Deep Convolutional Neural Network to the Forecast of Solar Flare Occurrence Using Full-disk Solar Magnetograms
Eunsu Park, Yong-Jae Moon, Seulki Shin, Kangwoo Yi, Daye Lim, Harim Lee and Gyungin Shin The Astrophysical Journal 869(2) 91 (2018) https://doi.org/10.3847/1538-4357/aaed40
Deep Learning Based Solar Flare Forecasting Model. I. Results for Line-of-sight Magnetograms